What is an AI code review agent?

Greg Foster
Greg Foster
Graphite software engineer
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Table of contents

AI code review agents are software tools—often powered by large language models and machine learning—that automatically analyze code changes to identify bugs, performance issues, security vulnerabilities, style violations, and other quality problems. They are designed to integrate with development workflows—as part of IDE plugins, CI/CD systems, or pull request pipelines—to provide real-time or asynchronous feedback to developers. These agents go beyond basic static analysis by understanding code context, architectural intent, and development standards. Some can suggest fixes, commit changes, or even interface via chat.

Here’s an expanded breakdown of several prominent AI code review agents, their strengths, and limitations—now including Graphite’s Diamond.

Graphite’s Diamond is an AI-powered reviewer integrated with Graphite and also available standalone. It focuses on real bugs—not just style—analyzing the full codebase for context-aware feedback. It provides customizable rules, comment filtering, review analytics, and one-click suggested fixes, with seamless GitHub integration. Diamond is free for up to 100 PR reviews per month, emphasizes low noise (<5% negative comments), and supports enterprise features like SAML and audit logs. Current limitations are GitHub-only integration.

Coderabbit delivers fine-tuned reviews with custom instructions. It emphasizes compliance (SOC2, GDPR, HIPAA) and offers committable suggestions, a chat interface, and strong privacy guarantees.

Bito integrates with GitHub, GitLab, and Bitbucket. It supports more than 50 programming languages and 25 natural languages, estimates review effort, and highlights performance, error, and security issues. However, it does not offer committable suggestions.

GitHub Copilot is integrated into the GitHub ecosystem, embedding AI review into PR workflows. While widely adopted, it raises licensing and security concerns.

Cursor’s BugBot focuses on detecting logic and security bugs, especially in AI-generated code. It integrates with GitHub and is priced at about $40 per user per month.

ToolKey strengthsLimitations
Graphite DiamondContext-aware, committable suggestions, high-signal, customizable, immediate feedbackGitHub only, limited IDE support
CoderabbitCompliance, committable suggestions, privacyPR-centric in focus
Bito AI code review agentMulti-language support, effort estimates, securityLacks committable suggestions
GitHub Copilot ReviewerIntegrated into GitHub workflowsLicensing and security concerns
Cursor BugBotBug detection, security-awarePremium pricing

AI agents understand semantic and repository-level context and can suggest fixes. Traditional tools primarily scan syntax or known patterns.

Yes. With Diamond, you can commit suggestions with one click.

Security varies. Coderabbit and Bito emphasize compliance. Diamond supports enterprise security with SAML and audit logs.

No. AI augments human reviewers by accelerating triage and surfacing issues. Diamond's creators stress that AI will never replace human accountability.

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